Graph Structure of Neural Networks

13 July 2020

Papers citing "Graph Structure of Neural Networks"

50 / 64 papers shown

Title
Semantic Depth Matters: Explaining Errors of Deep Vision Networks through Perceived Class Similarities Katarzyna Filus Michał Romaszewski Mateusz Żarski 26 0 0 14 Apr 2025
Geometric Properties and Graph-Based Optimization of Neural Networks: Addressing Non-Linearity, Dimensionality, and Scalability Michael Wienczkowski Addisu Desta Paschal Ugochukwu AI4CE GNN 39 0 0 24 Feb 2025
Scale Equivariant Graph Metanetworks Ioannis Kalogeropoulos Giorgos Bouritsas Yannis Panagakis 42 6 0 15 Jun 2024
Rule Based Learning with Dynamic (Graph) Neural Networks Florian Seiffarth 28 1 0 14 Jun 2024
Optimal Recurrent Network Topologies for Dynamical Systems Reconstruction Christoph Jurgen Hemmer Manuel Brenner Florian Hess Daniel Durstewitz 14 3 0 07 Jun 2024
Graph Expansion in Pruned Recurrent Neural Network Layers Preserve Performance Suryam Arnav Kalra Arindam Biswas Pabitra Mitra Biswajit Basu GNN 20 0 0 17 Mar 2024
Principled Architecture-aware Scaling of Hyperparameters Wuyang Chen Junru Wu Zhangyang Wang Boris Hanin AI4CE 28 1 0 27 Feb 2024
Neuron-centric Hebbian Learning Andrea Ferigo Elia Cunegatti Giovanni Iacca 15 0 0 16 Feb 2024
Graph Metanetworks for Processing Diverse Neural Architectures Derek Lim Haggai Maron Marc T. Law Jonathan Lorraine James Lucas AI4CE 22 30 0 07 Dec 2023
Unveiling Invariances via Neural Network Pruning Derek Xu Yizhou Sun Wei Wang 31 0 0 15 Sep 2023
NAR-Former V2: Rethinking Transformer for Universal Neural Network Representation Learning Yun Yi Haokui Zhang Rong Xiao Nan Wang Xiaoyu Wang GNN 14 2 0 19 Jun 2023
Understanding Sparse Neural Networks from their Topology via Multipartite Graph Representations Elia Cunegatti Matteo Farina Doina Bucur Giovanni Iacca 11 1 0 26 May 2023
InterGen: Diffusion-based Multi-human Motion Generation under Complex Interactions Hanming Liang Wenqian Zhang Wenxu Li Jingyi Yu Lan Xu DiffM VGen 14 97 0 12 Apr 2023
Beyond Multilayer Perceptrons: Investigating Complex Topologies in Neural Networks T. Boccato Matteo Ferrante A. Duggento N. Toschi 17 0 0 31 Mar 2023
When Brain-inspired AI Meets AGI Lin Zhao Lu Zhang Zihao Wu Yuzhong Chen Haixing Dai ... Xi Jiang Xiang Li Dajiang Zhu Dinggang Shen Tianming Liu AI4CE 32 89 0 28 Mar 2023
Core-Periphery Principle Guided Redesign of Self-Attention in Transformers Xiao-Xing Yu Lu Zhang Haixing Dai Yanjun Lyu Lin Zhao Zihao Wu David Liu Tianming Liu Dajiang Zhu GNN 15 9 0 27 Mar 2023
CP-CNN: Core-Periphery Principle Guided Convolutional Neural Network Lin Zhao Haixing Dai Zihao Wu Dajiang Zhu Tianming Liu 16 1 0 27 Mar 2023
GraphPNAS: Learning Distribution of Good Neural Architectures via Deep Graph Generative Models Muchen Li Jeffrey Liu Leonid Sigal Renjie Liao GNN 17 4 0 28 Nov 2022
Efficient Automatic Machine Learning via Design Graphs Shirley Wu Jiaxuan You J. Leskovec Rex Ying GNN 17 1 0 21 Oct 2022
Towards Better Generalization with Flexible Representation of Multi-Module Graph Neural Networks Hyungeun Lee Kijung Yoon AI4CE 23 2 0 14 Sep 2022
4Ward: a Relayering Strategy for Efficient Training of Arbitrarily Complex Directed Acyclic Graphs T. Boccato Matteo Ferrante A. Duggento N. Toschi 14 2 0 05 Sep 2022
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring Leonardo F. S. Scabini B. De Baets Odemir M. Bruno AI4CE 8 6 0 17 Jul 2022
Coupling Visual Semantics of Artificial Neural Networks and Human Brain Function via Synchronized Activations Lin Zhao Haixing Dai Zihao Wu Zhe Xiao Lu Zhang ... Xintao Hu Xi Jiang Sheng R. Li Dajiang Zhu Tianming Liu 10 7 0 22 Jun 2022
Transition to Linearity of General Neural Networks with Directed Acyclic Graph Architecture Libin Zhu Chaoyue Liu M. Belkin GNN AI4CE 8 4 0 24 May 2022
Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks Guangji Bai Ling-Hao Chen Liang Zhao OOD AI4TS AI4CE 8 27 0 21 May 2022
Brain Cortical Functional Gradients Predict Cortical Folding Patterns via Attention Mesh Convolution Li Yang Zhibin He Changhe Li Jun-Feng Han Dajiang Zhu Tianming Liu Tuo Zhang 11 0 0 21 May 2022
A Unified and Biologically-Plausible Relational Graph Representation of Vision Transformers Yuzhong Chen Yu Du Zhe Xiao Lin Zhao Lu Zhang ... Dajiang Zhu Tuo Zhang Xintao Hu Tianming Liu Xi Jiang ViT 19 5 0 20 May 2022
Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis Wuyang Chen Wei Huang Xinyu Gong Boris Hanin Zhangyang Wang 17 7 0 11 May 2022
On Redundancy and Diversity in Cell-based Neural Architecture Search Xingchen Wan Binxin Ru Pedro M. Esperancca Zhenguo Li 17 20 0 16 Mar 2022
Evolving Neural Networks with Optimal Balance between Information Flow and Connections Cost A. Khalili A. Bouchachia 9 0 0 12 Feb 2022
Mold into a Graph: Efficient Bayesian Optimization over Mixed-Spaces Jaeyeon Ahn Taehyeon Kim Seyoung Yun 22 0 0 02 Feb 2022
Automated Graph Machine Learning: Approaches, Libraries, Benchmarks and Directions Xin Wang Ziwei Zhang Haoyang Li Wenwu Zhu 23 2 0 04 Jan 2022
Designing the Topology of Graph Neural Networks: A Novel Feature Fusion Perspective Lanning Wei Huan Zhao Zhiqiang He AI4CE 16 42 0 29 Dec 2021
Network Graph Based Neural Architecture Search Zhenhan Huang Chunheng Jiang Pin-Yu Chen Jianxi Gao GNN AI4CE 11 0 0 15 Dec 2021
Understanding the Dynamics of DNNs Using Graph Modularity Yao Lu Wen Yang Yunzhe Zhang Zuohui Chen Jinyin Chen Qi Xuan Zhen Wang Xiaoniu Yang 26 9 0 24 Nov 2021
Subspace Graph Physics: Real-Time Rigid Body-Driven Granular Flow Simulation A. Haeri K. Skonieczny AI4CE 12 2 0 18 Nov 2021
Leveraging the Graph Structure of Neural Network Training Dynamics Fatemeh Vahedian Ruiyu Li Puja Trivedi Di Jin Danai Koutra AI4CE GNN 11 3 0 09 Nov 2021
RGP: Neural Network Pruning through Its Regular Graph Structure Zhuangzhi Chen Jingyang Xiang Yao Lu Qi Xuan Xiaoniu Yang 12 1 0 28 Oct 2021
Parameter Prediction for Unseen Deep Architectures Boris Knyazev M. Drozdzal Graham W. Taylor Adriana Romero Soriano OOD 12 78 0 25 Oct 2021
Quantifying Local Specialization in Deep Neural Networks Shlomi Hod Daniel Filan Stephen Casper Andrew Critch Stuart J. Russell 58 10 0 13 Oct 2021
Understanding and Accelerating Neural Architecture Search with Training-Free and Theory-Grounded Metrics Wuyang Chen Xinyu Gong Junru Wu Yunchao Wei Humphrey Shi Zhicheng Yan Yi Yang Zhangyang Wang 21 9 0 26 Aug 2021
Generalization of graph network inferences in higher-order graphical models Yicheng Fei Xaq Pitkow 14 0 0 12 Jul 2021
GGT: Graph-Guided Testing for Adversarial Sample Detection of Deep Neural Network Zuohui Chen Renxuan Wang Jingyang Xiang Yue Yu Xin Xia S. Ji Qi Xuan Xiaoniu Yang 21 1 0 09 Jul 2021
Exploring Robust Architectures for Deep Artificial Neural Networks Asim Waqas Ghulam Rasool Hamza Farooq N. Bouaynaya OOD AAML 8 14 0 30 Jun 2021
Graph Neural Networks in Network Neuroscience Alaa Bessadok Mohamed Ali Mahjoub I. Rekik GNN 8 166 0 07 Jun 2021
Livewired Neural Networks: Making Neurons That Fire Together Wire Together Thomas Schumacher 11 4 0 17 May 2021
Graph-based Neural Architecture Search with Operation Embeddings Michail Chatzianastasis George Dasoulas Georgios Siolas Michalis Vazirgiannis AI4CE 4 10 0 11 May 2021
The Elastic Lottery Ticket Hypothesis Xiaohan Chen Yu Cheng Shuohang Wang Zhe Gan Jingjing Liu Zhangyang Wang OOD 23 34 0 30 Mar 2021
RAN-GNNs: breaking the capacity limits of graph neural networks D. Valsesia Giulia Fracastoro E. Magli GNN 16 7 0 29 Mar 2021
Clusterability in Neural Networks Daniel Filan Stephen Casper Shlomi Hod Cody Wild Andrew Critch Stuart J. Russell GNN 8 30 0 04 Mar 2021